Overview

Dataset statistics

Number of variables12
Number of observations2969
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory301.5 KiB
Average record size in memory104.0 B

Variable types

Numeric11
Text1

Alerts

gross_revenue is highly overall correlated with qtde_invoices and 3 other fieldsHigh correlation
recency_days is highly overall correlated with qtde_invoicesHigh correlation
qtde_invoices is highly overall correlated with gross_revenue and 3 other fieldsHigh correlation
qtde_items is highly overall correlated with gross_revenue and 3 other fieldsHigh correlation
avg_ticket is highly overall correlated with avg_unique_basket_sizeHigh correlation
avg_recency_days is highly overall correlated with frequencyHigh correlation
frequency is highly overall correlated with avg_recency_daysHigh correlation
qtde_returns is highly overall correlated with gross_revenue and 3 other fieldsHigh correlation
avg_basket_size is highly overall correlated with gross_revenue and 2 other fieldsHigh correlation
avg_unique_basket_size is highly overall correlated with avg_ticketHigh correlation
avg_ticket is highly skewed (γ1 = 53.44422786)Skewed
frequency is highly skewed (γ1 = 24.88037069)Skewed
avg_basket_size is highly skewed (γ1 = 44.68328098)Skewed
customer_id has unique valuesUnique
recency_days has 34 (1.1%) zerosZeros

Reproduction

Analysis started2023-08-05 18:46:10.201216
Analysis finished2023-08-05 18:46:40.546418
Duration30.35 seconds
Software versionydata-profiling vv4.4.0
Download configurationconfig.json

Variables

customer_id
Real number (ℝ)

UNIQUE 

Distinct2969
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15270.773
Minimum12347
Maximum18287
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size46.4 KiB
2023-08-05T15:46:40.748371image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum12347
5-th percentile12619.4
Q113799
median15221
Q316768
95-th percentile17964.6
Maximum18287
Range5940
Interquartile range (IQR)2969

Descriptive statistics

Standard deviation1718.9903
Coefficient of variation (CV)0.11256734
Kurtosis-1.2060947
Mean15270.773
Median Absolute Deviation (MAD)1488
Skewness0.031607859
Sum45338925
Variance2954927.6
MonotonicityNot monotonic
2023-08-05T15:46:41.002537image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
17850 1
 
< 0.1%
17588 1
 
< 0.1%
14905 1
 
< 0.1%
16103 1
 
< 0.1%
14626 1
 
< 0.1%
14868 1
 
< 0.1%
18246 1
 
< 0.1%
17115 1
 
< 0.1%
16611 1
 
< 0.1%
15912 1
 
< 0.1%
Other values (2959) 2959
99.7%
ValueCountFrequency (%)
12347 1
< 0.1%
12348 1
< 0.1%
12352 1
< 0.1%
12356 1
< 0.1%
12358 1
< 0.1%
12359 1
< 0.1%
12360 1
< 0.1%
12362 1
< 0.1%
12364 1
< 0.1%
12370 1
< 0.1%
ValueCountFrequency (%)
18287 1
< 0.1%
18283 1
< 0.1%
18282 1
< 0.1%
18277 1
< 0.1%
18276 1
< 0.1%
18274 1
< 0.1%
18273 1
< 0.1%
18272 1
< 0.1%
18270 1
< 0.1%
18269 1
< 0.1%

gross_revenue
Real number (ℝ)

HIGH CORRELATION 

Distinct2954
Distinct (%)99.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2749.2261
Minimum6.2
Maximum279138.02
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size46.4 KiB
2023-08-05T15:46:41.236126image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum6.2
5-th percentile229.77
Q1570.96
median1086.92
Q32308.06
95-th percentile7219.68
Maximum279138.02
Range279131.82
Interquartile range (IQR)1737.1

Descriptive statistics

Standard deviation10580.491
Coefficient of variation (CV)3.8485342
Kurtosis353.95857
Mean2749.2261
Median Absolute Deviation (MAD)672.72
Skewness16.777879
Sum8162452.2
Variance1.1194678 × 108
MonotonicityNot monotonic
2023-08-05T15:46:41.459668image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
178.96 2
 
0.1%
533.33 2
 
0.1%
889.93 2
 
0.1%
2053.02 2
 
0.1%
745.06 2
 
0.1%
379.65 2
 
0.1%
2092.32 2
 
0.1%
731.9 2
 
0.1%
1353.74 2
 
0.1%
331 2
 
0.1%
Other values (2944) 2949
99.3%
ValueCountFrequency (%)
6.2 1
< 0.1%
13.3 1
< 0.1%
15 1
< 0.1%
36.56 1
< 0.1%
45 1
< 0.1%
52 1
< 0.1%
52.2 1
< 0.1%
52.2 1
< 0.1%
62.43 1
< 0.1%
68.84 1
< 0.1%
ValueCountFrequency (%)
279138.02 1
< 0.1%
259657.3 1
< 0.1%
194550.79 1
< 0.1%
168472.5 1
< 0.1%
140438.72 1
< 0.1%
124564.53 1
< 0.1%
117375.63 1
< 0.1%
91062.38 1
< 0.1%
72882.09 1
< 0.1%
66653.56 1
< 0.1%

recency_days
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct272
Distinct (%)9.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean64.288649
Minimum0
Maximum373
Zeros34
Zeros (%)1.1%
Negative0
Negative (%)0.0%
Memory size46.4 KiB
2023-08-05T15:46:41.713782image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q111
median31
Q381
95-th percentile242
Maximum373
Range373
Interquartile range (IQR)70

Descriptive statistics

Standard deviation77.756171
Coefficient of variation (CV)1.2094852
Kurtosis2.7780386
Mean64.288649
Median Absolute Deviation (MAD)26
Skewness1.7983969
Sum190873
Variance6046.0221
MonotonicityNot monotonic
2023-08-05T15:46:41.957088image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 99
 
3.3%
4 87
 
2.9%
2 85
 
2.9%
3 85
 
2.9%
8 76
 
2.6%
10 67
 
2.3%
9 66
 
2.2%
7 66
 
2.2%
17 64
 
2.2%
22 55
 
1.9%
Other values (262) 2219
74.7%
ValueCountFrequency (%)
0 34
 
1.1%
1 99
3.3%
2 85
2.9%
3 85
2.9%
4 87
2.9%
5 43
1.4%
7 66
2.2%
8 76
2.6%
9 66
2.2%
10 67
2.3%
ValueCountFrequency (%)
373 2
0.1%
372 4
0.1%
371 1
 
< 0.1%
368 1
 
< 0.1%
366 4
0.1%
365 2
0.1%
364 1
 
< 0.1%
360 1
 
< 0.1%
359 1
 
< 0.1%
358 4
0.1%

qtde_invoices
Real number (ℝ)

HIGH CORRELATION 

Distinct56
Distinct (%)1.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.7228023
Minimum1
Maximum206
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size46.4 KiB
2023-08-05T15:46:42.221573image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q12
median4
Q36
95-th percentile17
Maximum206
Range205
Interquartile range (IQR)4

Descriptive statistics

Standard deviation8.8566539
Coefficient of variation (CV)1.5476079
Kurtosis190.82536
Mean5.7228023
Median Absolute Deviation (MAD)2
Skewness10.766456
Sum16991
Variance78.440319
MonotonicityNot monotonic
2023-08-05T15:46:42.455265image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
2 786
26.5%
3 498
16.8%
4 393
13.2%
5 237
 
8.0%
1 190
 
6.4%
6 173
 
5.8%
7 138
 
4.6%
8 98
 
3.3%
9 69
 
2.3%
10 55
 
1.9%
Other values (46) 332
11.2%
ValueCountFrequency (%)
1 190
 
6.4%
2 786
26.5%
3 498
16.8%
4 393
13.2%
5 237
 
8.0%
6 173
 
5.8%
7 138
 
4.6%
8 98
 
3.3%
9 69
 
2.3%
10 55
 
1.9%
ValueCountFrequency (%)
206 1
< 0.1%
199 1
< 0.1%
124 1
< 0.1%
97 1
< 0.1%
91 2
0.1%
86 1
< 0.1%
72 1
< 0.1%
62 2
0.1%
60 1
< 0.1%
57 1
< 0.1%

qtde_items
Real number (ℝ)

HIGH CORRELATION 

Distinct1665
Distinct (%)56.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1606.4611
Minimum1
Maximum196844
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size46.4 KiB
2023-08-05T15:46:42.688753image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile101.4
Q1296
median639
Q31399
95-th percentile4407.4
Maximum196844
Range196843
Interquartile range (IQR)1103

Descriptive statistics

Standard deviation5882.9765
Coefficient of variation (CV)3.6620722
Kurtosis467.15372
Mean1606.4611
Median Absolute Deviation (MAD)420
Skewness17.878445
Sum4769583
Variance34609413
MonotonicityNot monotonic
2023-08-05T15:46:42.983585image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
310 11
 
0.4%
88 9
 
0.3%
150 9
 
0.3%
260 8
 
0.3%
84 8
 
0.3%
288 8
 
0.3%
272 8
 
0.3%
246 8
 
0.3%
516 7
 
0.2%
394 7
 
0.2%
Other values (1655) 2886
97.2%
ValueCountFrequency (%)
1 1
< 0.1%
2 2
0.1%
12 2
0.1%
16 1
< 0.1%
17 1
< 0.1%
18 1
< 0.1%
19 1
< 0.1%
20 1
< 0.1%
23 1
< 0.1%
25 1
< 0.1%
ValueCountFrequency (%)
196844 1
< 0.1%
80997 1
< 0.1%
79963 1
< 0.1%
77373 1
< 0.1%
69993 1
< 0.1%
64549 1
< 0.1%
64124 1
< 0.1%
62812 1
< 0.1%
58243 1
< 0.1%
57785 1
< 0.1%
Distinct2967
Distinct (%)99.9%
Missing0
Missing (%)0.0%
Memory size46.4 KiB
2023-08-05T15:46:43.318757image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Length

Max length39930
Median length1493
Mean length623.73257
Min length5

Characters and Unicode

Total characters1851862
Distinct characters33
Distinct categories3 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique2965 ?
Unique (%)99.9%

Sample

1st row85123A7105384406B84029G84029E22752217302263322632226322263385123A7105384406B206793737021871210712106882483824868248282494L84029G84029E227522173085123A7105384406B206793737021871210712106882483824868248282494L84029G84029E2275221730226322263385123A7105384406B15056BL206793737021871210712106882483824868248282494L84029G84029E227522280321730226322263385123A7105384406B206793737021871210712106882483824868248282494L84029G84029E227522280321730226322263385123A7105382483824868248282494L2241184029G84029E227522280321730226322263337370218712107121068824832241184029G84029E217302275285123A71053226322263385123A7105384406B3737021871210712106882483824868248282494L2241184029G84029E2275221730226322263385123A7105384406B3737021871210712106882483824868248282494L2241184029G84029E21730226322263385123A7105384406B3737021871210712106882483824868248282494L2241184029G84029E2275221730226322263385123A7105384406B3737021871210712106882483824868248282494L2241184029G84029E2275221730226322263384029E22752228032173085123A7105384406B3737021871210712106882483824868248282494L2241184029G226322263385123A7105384406B3737021871210712106882483824868248282494L2241184029G84029E227522280321730226322263385123A7105384406B15056BL206793737021871210712106882483824868248282494L2241184029G84029E227522280321730226322263385123A7105384406B15056BL206793737021871210712106882483824868248282494L2241184029G84029E227522280321730226322263385123A7105384406B373702187121071210688248282494L84029G84029E2275221730226332263285123A7105384406B15056BL2067937370210712106882483824868248282494L84029G84029E2275222803217302263222633
2nd row848792274522748227492231084969226232262221754217552177748187229602291322912229142175616161P227662270823231850158501622829227222296022961229692272022549209722274384969226222165821756217542175548184226922274822745227492296022722227202097222274849692262322499226072165847566217562175421755219022190121899219002207785123A2315223182231612316023163231622316423177231762300622996230702312623299849692165822423475662162123092231122311023111231182309323089231682323623240231752317323245230322303123029230288505322090220892208885123A217554756622423849692312620972227202315223162231632262316161P21754217552190121900481872311223111231102309323028232452324023173232362318223161231602296023546235452323122720227082298622739234352296022722227202097222621481884818448187230322303185053232452289922367235142351323511231982329423295230252347023397230962348723109234342208685049E
3rd row22728227272272621724218831000221791210352232622629226592263122661217312290021913225402254422492210862108022726227272272822729211212232620750225512255622555217312239022333223312071921883210422236721094225402253922556225542255121981226152261622614162182232622492230072301021559210422108021086210942124021731223332233122556225542272922197220902249222991230092328023281225562249222434212402123822090227292072420719210392112121212211542098320981212458438023100212402123821244212422329822197212102235622466226102260922561227262272722728227291621823124210942108021086215592233322728210802109421086229552263622556359702198821989219872255422551220812208222080212102115621080210862109423445223262316922326224922103921210226592272622727227282233322466233282338823389233902337323374229912173122778221972336823367235062350922629215592115620750220902329822539233892235223389233882339022197207242348023570233672255522951224172197620719207242235622492226362219722083223262232821207227272272622728227302344523298212122336723368223332299121094210862108021988219892198721680223322359823084235622254022544234802308423298229092261322617235152236721156223522155922326233882272822726
4th row22086228432284122839224232290722961225852208422423212322245722084233782312922423220772295023351233502331923354220868494622734229522301323012
5th row212582125821258
ValueCountFrequency (%)
charges 6
 
0.2%
2123221231 2
 
0.1%
85123a217332173385123a 2
 
0.1%
2248775013b85123a8248375013b2276672802a72807a20828224878248422171824838248685213228002279172351b207672280622170213132245785123a82494l170032312010133207732076820774230822306582482101352082882494l725862248820828101352245722185824838248272351a217142171323462227682188922560224892191410135170032261922440233562148535471d221122262182494l8248272351b824838248321034 1
 
< 0.1%
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1
 
< 0.1%
22297227712277222773228052246922197211252112685049c85049d85049e85049g21061210632106284380843782296421213224172121284992219752238320728207272229620728207252072722383223842123222646223182072720728223832238423209207252264622645212312123223089231472314682486221972265022644224692219722469207272072822383232092193185099c2320385099b2192821929824868248385130b85130c2072522384235832330122383232092246922650221972309623452234532229720725 1
 
< 0.1%
22086229102283722730227278248484050226054811148188206852152322278217418517437343229042153121533210682107121523847542298522983226492153922072214982149921527374482224522693847552282722030232322323122501229262250222241229572228722699219222235422721226662292684879224422244322441212012290421218214072111622730227272260522697226982269922502225012242382484218447932121187475662111421925226912121021094210802108622333220902208722088220842208321202212042296475049l84380224372120721215231092229722927224432244121114231082260721917206852329823173226992269822697227252273022729227282272723283224568248485123a22501220372320823209232032320223046231702316821094220902208822083212122108621201212042120622197212132300022999226242272623244232352324521922225052272922728227252273022727793212242322781226052320822441224432269722699232452269885049g2317384755359702310122603226022321323209231122245622767227688248622766219168248479321219222290422026220302150622983226522317023175231742242722191227262272922730230572229622297227412256122083224182219723190210802299923000220902108621094217542111422725227272269922697226242260522441232088248322766227672320922698227262324521497232327147723075230462307022792230662306521916224568248422191227212266522666214072316885123a2317323109233502339323395234122335622467232432284322841235592269323196231972150622983229852354623545793212242382484714772323223109230702328323462233562266622665226052219121497217542245623112226992269823172231712317022727227262331122732233192208623381219802337922114233562335584029g23503230002299922436 1
 
< 0.1%
2211022098221002276622451225498474485049e213282296117091a2247384509a84510a22767227682146321464208208515022117211694812982580825788258122413219072244121122228518499122810228092243520966209632096122068217432174484709b2159221587209922266285123a228048248320749207252238220726223842246784625c84625a21108228482103347570b84030e22428225021621884559b84559a22437224368522722983220302119921829212942233222181222712227421989230532305216259475662329821034223542132640001851072332223321233332333423332224602298323109230822103423177851771623621703210982299723501235042350222621227552183223188230842207485049c1622585123a2214422910207582343423435233112340622766227282335282616c23044224912339523393233942278523569235702357184029g2147923319233188401223531227812348621034 1
 
< 0.1%
22728227272272621724218831000221791210352232622629226592263122661217312290021913225402254422492210862108022726227272272822729211212232620750225512255622555217312239022333223312071921883210422236721094225402253922556225542255121981226152261622614162182232622492230072301021559210422108021086210942124021731223332233122556225542272922197220902249222991230092328023281225562249222434212402123822090227292072420719210392112121212211542098320981212458438023100212402123821244212422329822197212102235622466226102260922561227262272722728227291621823124210942108021086215592233322728210802109421086229552263622556359702198821989219872255422551220812208222080212102115621080210862109423445223262316922326224922103921210226592272622727227282233322466233282338823389233902337323374229912173122778221972336823367235062350922629215592115620750220902329822539233892235223389233882339022197207242348023570233672255522951224172197620719207242235622492226362219722083223262232821207227272272622728227302344523298212122336723368223332299121094210862108021988219892198721680223322359823084235622254022544234802308423298229092261322617235152236721156223522155922326233882272822726 1
 
< 0.1%
22086228432284122839224232290722961225852208422423212322245722084233782312922423220772295023351233502331923354220868494622734229522301323012 1
 
< 0.1%
Other values (2963) 2963
99.4%
2023-08-05T15:46:43.918117image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
2 568777
30.7%
1 193850
 
10.5%
3 182049
 
9.8%
8 140316
 
7.6%
9 133911
 
7.2%
0 129867
 
7.0%
4 125320
 
6.8%
7 121703
 
6.6%
5 121128
 
6.5%
6 104084
 
5.6%
Other values (23) 30857
 
1.7%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 1821005
98.3%
Uppercase Letter 30846
 
1.7%
Space Separator 11
 
< 0.1%

Most frequent character per category

Uppercase Letter
ValueCountFrequency (%)
B 8451
27.4%
A 7546
24.5%
C 3827
12.4%
D 2101
 
6.8%
L 1834
 
5.9%
E 1419
 
4.6%
F 1252
 
4.1%
S 1160
 
3.8%
G 991
 
3.2%
P 565
 
1.8%
Other values (12) 1700
 
5.5%
Decimal Number
ValueCountFrequency (%)
2 568777
31.2%
1 193850
 
10.6%
3 182049
 
10.0%
8 140316
 
7.7%
9 133911
 
7.4%
0 129867
 
7.1%
4 125320
 
6.9%
7 121703
 
6.7%
5 121128
 
6.7%
6 104084
 
5.7%
Space Separator
ValueCountFrequency (%)
11
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 1821016
98.3%
Latin 30846
 
1.7%

Most frequent character per script

Latin
ValueCountFrequency (%)
B 8451
27.4%
A 7546
24.5%
C 3827
12.4%
D 2101
 
6.8%
L 1834
 
5.9%
E 1419
 
4.6%
F 1252
 
4.1%
S 1160
 
3.8%
G 991
 
3.2%
P 565
 
1.8%
Other values (12) 1700
 
5.5%
Common
ValueCountFrequency (%)
2 568777
31.2%
1 193850
 
10.6%
3 182049
 
10.0%
8 140316
 
7.7%
9 133911
 
7.4%
0 129867
 
7.1%
4 125320
 
6.9%
7 121703
 
6.7%
5 121128
 
6.7%
6 104084
 
5.7%

Most occurring blocks

ValueCountFrequency (%)
ASCII 1851862
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
2 568777
30.7%
1 193850
 
10.5%
3 182049
 
9.8%
8 140316
 
7.6%
9 133911
 
7.2%
0 129867
 
7.0%
4 125320
 
6.8%
7 121703
 
6.6%
5 121128
 
6.5%
6 104084
 
5.6%
Other values (23) 30857
 
1.7%

avg_ticket
Real number (ℝ)

HIGH CORRELATION  SKEWED 

Distinct2001
Distinct (%)67.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean51.899993
Minimum2.15
Maximum56157.5
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size46.4 KiB
2023-08-05T15:46:44.151491image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum2.15
5-th percentile4.918
Q113.12
median17.97
Q324.99
95-th percentile90.498
Maximum56157.5
Range56155.35
Interquartile range (IQR)11.87

Descriptive statistics

Standard deviation1036.9343
Coefficient of variation (CV)19.97947
Kurtosis2890.7074
Mean51.899993
Median Absolute Deviation (MAD)5.99
Skewness53.444228
Sum154091.08
Variance1075232.8
MonotonicityNot monotonic
2023-08-05T15:46:44.385041image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
15.49 7
 
0.2%
19.06 6
 
0.2%
16.92 6
 
0.2%
16.39 6
 
0.2%
17.66 6
 
0.2%
16.82 6
 
0.2%
15 5
 
0.2%
19.44 5
 
0.2%
15.1 5
 
0.2%
20.75 5
 
0.2%
Other values (1991) 2912
98.1%
ValueCountFrequency (%)
2.15 1
< 0.1%
2.43 1
< 0.1%
2.46 1
< 0.1%
2.51 1
< 0.1%
2.52 1
< 0.1%
2.65 1
< 0.1%
2.66 1
< 0.1%
2.71 1
< 0.1%
2.76 1
< 0.1%
2.77 1
< 0.1%
ValueCountFrequency (%)
56157.5 1
< 0.1%
4453.43 1
< 0.1%
3202.92 1
< 0.1%
1687.2 1
< 0.1%
952.99 1
< 0.1%
872.13 1
< 0.1%
841.02 1
< 0.1%
651.17 1
< 0.1%
640 1
< 0.1%
624.4 1
< 0.1%

avg_recency_days
Real number (ℝ)

HIGH CORRELATION 

Distinct1258
Distinct (%)42.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean67.35143
Minimum1
Maximum366
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size46.4 KiB
2023-08-05T15:46:44.639477image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile8
Q125.928571
median48.285714
Q385.333333
95-th percentile201
Maximum366
Range365
Interquartile range (IQR)59.404762

Descriptive statistics

Standard deviation63.542829
Coefficient of variation (CV)0.94345182
Kurtosis4.8877032
Mean67.35143
Median Absolute Deviation (MAD)26.285714
Skewness2.062909
Sum199966.4
Variance4037.6912
MonotonicityNot monotonic
2023-08-05T15:46:44.882807image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
14 25
 
0.8%
4 22
 
0.7%
70 21
 
0.7%
7 20
 
0.7%
35 19
 
0.6%
49 18
 
0.6%
21 17
 
0.6%
46 17
 
0.6%
11 17
 
0.6%
1 16
 
0.5%
Other values (1248) 2777
93.5%
ValueCountFrequency (%)
1 16
0.5%
1.5 1
 
< 0.1%
2 13
0.4%
2.5 1
 
< 0.1%
2.601398601 1
 
< 0.1%
3 15
0.5%
3.321428571 1
 
< 0.1%
3.330357143 1
 
< 0.1%
3.5 2
 
0.1%
4 22
0.7%
ValueCountFrequency (%)
366 1
 
< 0.1%
365 1
 
< 0.1%
363 1
 
< 0.1%
362 1
 
< 0.1%
357 2
0.1%
356 1
 
< 0.1%
355 2
0.1%
352 1
 
< 0.1%
351 2
0.1%
350 3
0.1%

frequency
Real number (ℝ)

HIGH CORRELATION  SKEWED 

Distinct1225
Distinct (%)41.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.11379122
Minimum0.0054495913
Maximum17
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size46.4 KiB
2023-08-05T15:46:45.149905image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum0.0054495913
5-th percentile0.0088941642
Q10.016339869
median0.025889968
Q30.049418605
95-th percentile1
Maximum17
Range16.99455
Interquartile range (IQR)0.033078735

Descriptive statistics

Standard deviation0.40815715
Coefficient of variation (CV)3.5868949
Kurtosis989.35782
Mean0.11379122
Median Absolute Deviation (MAD)0.012191338
Skewness24.880371
Sum337.84614
Variance0.16659226
MonotonicityNot monotonic
2023-08-05T15:46:45.391094image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 198
 
6.7%
0.02777777778 17
 
0.6%
0.0625 17
 
0.6%
0.02380952381 16
 
0.5%
0.09090909091 15
 
0.5%
0.08333333333 15
 
0.5%
0.03448275862 14
 
0.5%
0.02941176471 14
 
0.5%
0.03571428571 13
 
0.4%
0.07692307692 13
 
0.4%
Other values (1215) 2637
88.8%
ValueCountFrequency (%)
0.005449591281 1
 
< 0.1%
0.005464480874 1
 
< 0.1%
0.005479452055 1
 
< 0.1%
0.005494505495 1
 
< 0.1%
0.005586592179 2
0.1%
0.005602240896 1
 
< 0.1%
0.005617977528 2
0.1%
0.00566572238 1
 
< 0.1%
0.005681818182 2
0.1%
0.005698005698 3
0.1%
ValueCountFrequency (%)
17 1
 
< 0.1%
3 1
 
< 0.1%
2 6
 
0.2%
1.142857143 1
 
< 0.1%
1 198
6.7%
0.75 1
 
< 0.1%
0.6666666667 3
 
0.1%
0.550802139 1
 
< 0.1%
0.5335120643 1
 
< 0.1%
0.5 3
 
0.1%

qtde_returns
Real number (ℝ)

HIGH CORRELATION 

Distinct1665
Distinct (%)56.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-1606.4611
Minimum-196844
Maximum-1
Zeros0
Zeros (%)0.0%
Negative2969
Negative (%)100.0%
Memory size46.4 KiB
2023-08-05T15:46:45.665371image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum-196844
5-th percentile-4407.4
Q1-1399
median-639
Q3-296
95-th percentile-101.4
Maximum-1
Range196843
Interquartile range (IQR)1103

Descriptive statistics

Standard deviation5882.9765
Coefficient of variation (CV)-3.6620722
Kurtosis467.15372
Mean-1606.4611
Median Absolute Deviation (MAD)420
Skewness-17.878445
Sum-4769583
Variance34609413
MonotonicityNot monotonic
2023-08-05T15:46:45.929289image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-310 11
 
0.4%
-88 9
 
0.3%
-150 9
 
0.3%
-260 8
 
0.3%
-84 8
 
0.3%
-288 8
 
0.3%
-272 8
 
0.3%
-246 8
 
0.3%
-516 7
 
0.2%
-394 7
 
0.2%
Other values (1655) 2886
97.2%
ValueCountFrequency (%)
-196844 1
< 0.1%
-80997 1
< 0.1%
-79963 1
< 0.1%
-77373 1
< 0.1%
-69993 1
< 0.1%
-64549 1
< 0.1%
-64124 1
< 0.1%
-62812 1
< 0.1%
-58243 1
< 0.1%
-57785 1
< 0.1%
ValueCountFrequency (%)
-1 1
< 0.1%
-2 2
0.1%
-12 2
0.1%
-16 1
< 0.1%
-17 1
< 0.1%
-18 1
< 0.1%
-19 1
< 0.1%
-20 1
< 0.1%
-23 1
< 0.1%
-25 1
< 0.1%

avg_basket_size
Real number (ℝ)

HIGH CORRELATION  SKEWED 

Distinct1973
Distinct (%)66.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean249.34954
Minimum1
Maximum40498.5
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size46.4 KiB
2023-08-05T15:46:46.193730image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile44
Q1103.25
median172
Q3281.5
95-th percentile599.52
Maximum40498.5
Range40497.5
Interquartile range (IQR)178.25

Descriptive statistics

Standard deviation791.50241
Coefficient of variation (CV)3.1742686
Kurtosis2256.2455
Mean249.34954
Median Absolute Deviation (MAD)82.75
Skewness44.683281
Sum740318.79
Variance626476.07
MonotonicityNot monotonic
2023-08-05T15:46:46.462481image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
100 11
 
0.4%
114 10
 
0.3%
73 9
 
0.3%
86 9
 
0.3%
82 9
 
0.3%
136 8
 
0.3%
60 8
 
0.3%
75 8
 
0.3%
88 8
 
0.3%
71 7
 
0.2%
Other values (1963) 2882
97.1%
ValueCountFrequency (%)
1 2
0.1%
2 1
< 0.1%
3.333333333 1
< 0.1%
5.333333333 1
< 0.1%
5.666666667 1
< 0.1%
6.142857143 1
< 0.1%
7.5 1
< 0.1%
9 1
< 0.1%
9.5 1
< 0.1%
11 1
< 0.1%
ValueCountFrequency (%)
40498.5 1
< 0.1%
6009.333333 1
< 0.1%
4282 1
< 0.1%
3906 1
< 0.1%
3868.65 1
< 0.1%
2880 1
< 0.1%
2801 1
< 0.1%
2733.944444 1
< 0.1%
2518.769231 1
< 0.1%
2160.333333 1
< 0.1%

avg_unique_basket_size
Real number (ℝ)

HIGH CORRELATION 

Distinct1010
Distinct (%)34.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean22.155074
Minimum1
Maximum299.70588
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size46.4 KiB
2023-08-05T15:46:46.721648image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile3.3454545
Q110
median17.2
Q327.75
95-th percentile56.94
Maximum299.70588
Range298.70588
Interquartile range (IQR)17.75

Descriptive statistics

Standard deviation19.513033
Coefficient of variation (CV)0.88074783
Kurtosis27.694698
Mean22.155074
Median Absolute Deviation (MAD)8.2
Skewness3.4982521
Sum65778.414
Variance380.75846
MonotonicityNot monotonic
2023-08-05T15:46:46.965474image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
13 53
 
1.8%
14 40
 
1.3%
11 38
 
1.3%
20 33
 
1.1%
9 33
 
1.1%
1 32
 
1.1%
18 31
 
1.0%
10 30
 
1.0%
16 29
 
1.0%
17 28
 
0.9%
Other values (1000) 2622
88.3%
ValueCountFrequency (%)
1 32
1.1%
1.2 1
 
< 0.1%
1.25 1
 
< 0.1%
1.333333333 2
 
0.1%
1.5 8
 
0.3%
1.568181818 1
 
< 0.1%
1.571428571 1
 
< 0.1%
1.666666667 4
 
0.1%
1.833333333 1
 
< 0.1%
2 24
0.8%
ValueCountFrequency (%)
299.7058824 1
< 0.1%
259 1
< 0.1%
203.5 1
< 0.1%
148 1
< 0.1%
145 1
< 0.1%
136.125 1
< 0.1%
135.5 1
< 0.1%
127 1
< 0.1%
122 1
< 0.1%
118 1
< 0.1%

Interactions

2023-08-05T15:46:37.294248image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:11.735064image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:14.142987image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:16.784046image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:19.283182image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:21.670447image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:24.362474image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:27.024264image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:29.512944image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:31.961308image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:34.531560image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:37.507708image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:11.958803image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:14.345995image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:16.997480image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:19.496540image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:21.894008image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:24.595927image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:27.247421image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:29.726418image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:32.184519image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:34.744688image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:37.721148image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:12.151945image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:14.722043image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:17.210977image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:19.699720image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:22.117545image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:25.043220image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:27.465783image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:29.929338image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:32.408250image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:34.968285image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:37.934294image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:12.364812image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:14.935480image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:17.444505image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:19.912752image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:22.340629image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:25.266596image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:27.704598image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:30.163238image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:32.642149image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:35.206776image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:38.145809image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:12.568368image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:15.138127image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:17.637448image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:20.095783image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:22.564529image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:25.469522image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:27.897581image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:30.356144image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:32.855025image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:35.404740image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:38.371238image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:12.791918image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:15.382259image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:17.881162image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:20.333378image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:22.828825image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:25.693125image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:28.141677image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:30.600071image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:33.098873image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:35.649037image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:38.599903image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:13.004967image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:15.615681image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:18.104581image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:20.542908image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:23.072078image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:25.906474image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:28.365035image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:30.813109image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:33.322234image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:35.872370image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:38.828668image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:13.228458image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:15.839547image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:18.317987image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:20.756089image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:23.326403image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:26.120075image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:28.588588image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:31.041165image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:33.556048image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:36.095860image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:39.077493image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:13.451785image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:16.083026image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:18.561739image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:20.979609image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:23.570322image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:26.343225image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:28.812080image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:31.259973image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:33.799781image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:36.329573image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:39.326273image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:13.685754image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:16.328689image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:18.805564image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:21.202858image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:23.835952image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:26.587356image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:29.056031image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:31.493984image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:34.043729image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:36.573203image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:39.559680image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:13.919126image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:16.560620image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:19.039113image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:21.456944image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:24.108401image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:26.820818image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:29.289396image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:31.741326image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:34.297509image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
2023-08-05T15:46:36.806725image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/

Correlations

2023-08-05T15:46:47.189180image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
customer_idgross_revenuerecency_daysqtde_invoicesqtde_itemsavg_ticketavg_recency_daysfrequencyqtde_returnsavg_basket_sizeavg_unique_basket_size
customer_id1.000-0.0760.0010.025-0.070-0.1310.019-0.0020.070-0.123-0.007
gross_revenue-0.0761.000-0.4150.7700.9270.246-0.2480.090-0.9270.5760.291
recency_days0.001-0.4151.000-0.502-0.4080.0480.1080.0180.408-0.098-0.106
qtde_invoices0.0250.770-0.5021.0000.7170.059-0.2580.078-0.7170.1010.025
qtde_items-0.0700.927-0.4080.7171.0000.168-0.2270.080-1.0000.7290.321
avg_ticket-0.1310.2460.0480.0590.1681.000-0.1220.091-0.1680.189-0.611
avg_recency_days0.019-0.2480.108-0.258-0.227-0.1221.000-0.8810.227-0.0770.048
frequency-0.0020.0900.0180.0780.0800.091-0.8811.000-0.0800.027-0.072
qtde_returns0.070-0.9270.408-0.717-1.000-0.1680.227-0.0801.000-0.729-0.321
avg_basket_size-0.1230.576-0.0980.1010.7290.189-0.0770.027-0.7291.0000.448
avg_unique_basket_size-0.0070.291-0.1060.0250.321-0.6110.048-0.072-0.3210.4481.000

Missing values

2023-08-05T15:46:39.895020image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
A simple visualization of nullity by column.
2023-08-05T15:46:40.352332image/svg+xmlMatplotlib v3.7.1, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

customer_idgross_revenuerecency_daysqtde_invoicesqtde_itemsqtde_productsavg_ticketavg_recency_daysfrequencyqtde_returnsavg_basket_sizeavg_unique_basket_size
0178505391.21372.034.01733.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.1535.50000017.000000-1733.050.9705888.735294
1130473232.5956.09.01390.0848792274522748227492231084969226232262221754217552177748187229602291322912229142175616161P227662270823231850158501622829227222296022961229692272022549209722274384969226222165821756217542175548184226922274822745227492296022722227202097222274849692262322499226072165847566217562175421755219022190121899219002207785123A2315223182231612316023163231622316423177231762300622996230702312623299849692165822423475662162123092231122311023111231182309323089231682323623240231752317323245230322303123029230288505322090220892208885123A217554756622423849692312620972227202315223162231632262316161P21754217552190121900481872311223111231102309323028232452324023173232362318223161231602296023546235452323122720227082298622739234352296022722227202097222621481884818448187230322303185053232452289922367235142351323511231982329423295230252347023397230962348723109234342208685049E18.9027.2500000.028302-1390.0154.44444419.000000
2125836705.382.015.05028.02272822727227262172421883100022179121035223262262922659226312266121731229002191322540225442249221086210802272622727227282272921121223262075022551225562255521731223902233322331207192188321042223672109422540225392255622554225512198122615226162261416218223262249223007230102155921042210802108621094212402173122333223312255622554227292219722090224922299123009232802328122556224922243421240212382209022729207242071921039211212121221154209832098121245843802310021240212382124421242232982219721210223562246622610226092256122726227272272822729162182312421094210802108621559223332272821080210942108622955226362255635970219882198921987225542255122081220822208021210211562108021086210942344522326231692232622492210392121022659227262272722728223332246623328233882338923390233732337422991217312277822197233682336723506235092262921559211562075022090232982253923389223522338923388233902219720724234802357023367225552295122417219762071920724223562249222636221972208322326223282120722727227262272822730234452329821212233672336822333229912109421086210802198821989219872168022332235982308423562225402254423480230842329822909226132261723515223672115622352215592232623388227282272628.9023.1875000.040323-5028.0335.20000015.466667
313748948.2595.05.0439.02208622843228412283922423229072296122585220842242321232224572208423378231292242322077229502335123350233192335422086849462273422952230132301233.8792.6666670.017921-439.087.8000005.600000
415100876.00333.03.080.0212582125821258292.008.6000000.073171-80.026.6666671.000000
5152914623.3025.014.02102.022114217338248482486217542242422505227682175421755217562217084406B848792113685066227962229422487481884819420685847552162121623229682275922762217564818882486222412228848185215242242482486222192217084406B221732218948138481942152448111212322125984970L22855222122224121756206858248646000S222198487922189228222152348188847557147784970L2278421673216722166921668228442285222845228534818482486216722175421755216682166921670217552167021669216682257822579225772152448188217332175421755221122257722578225792278422212222192335545.3323.2000000.040115-2102.0150.1428577.285714
6146885630.877.021.03621.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.2218.3000000.057221-3621.0172.42857115.571429
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